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MCP servers tagged materials-science

13 live MCP servers tagged "materials-science", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with materials-science.

13
live servers
39
avg trust
166
most stars
1

Chemgraph

argonne-lcf

Agentic framework for computational chemistry and materials science workflows

★ 166updated 3 days agoApache-2.0
69
2

Catgo LRG

AI-driven workbench for computational materials science — interactive 3D structure viewer, natural-language CatBot assistant, visual DAG workflow engine, HPC job submission. Tauri…

44
3

SciLink

LLM-powered agents for scientific research automation

44
4

SciCrucible

基于claude的科学智能知识库:从文献摄入-知识分析-科学讨论-学术写作的全闭环。

39
5

CrystalPilot Preview

TopoSpace

Agent-driven single-crystal X-ray structure solution and refinement workbench

★ 1
34
6

AutoPhaseAnalysis

Automated XRD phase identification and Rietveld refinement — a dara tree search explores phase combinations and BGMN-refines each one, no manual peak matching. Ranked solutions wi…

34
7

Dft Autopilot MCP

BYO-HPC DFT computational chemistry (Quantum ESPRESSO / VASP / Gaussian) orchestration — an MCP server + Claude plugin that runs on your own HPC (SCNet / Slurm / local).

34
8

Awesome Materials AI

dfieser

Curated list of language models, agents, and MCP servers for materials science and chemistry.

34
9

Corvex

AwsafOnom

LLM agent orchestration for scientific workflows. Python 3.12, LiteLLM, BoTorch, ASE, Streamlit UI, MCP server and client.

34
10

Web Refinement

drthyang

Crystal & magnetic structure refinement in the browser — Rietveld, single-crystal F², and pair-distribution-function fitting on one pure-TypeScript engine; agent-ready via MCP.

34
11

Sandboxaq

api-evangelist

SandboxAQ — independent third-party profile of a public API surface, by API Evangelist. SandboxAQ (SB Technology, Inc.) builds Large Quantitative Models (LQMs) — AI systems that f…

34
12

Materials Discovery Agent

DavidAkinpelu

LangGraph ReAct agent for materials discovery — integrates Materials Project, PubChem, SureChEMBL, and semantic web search.

34
13

Matscout

shorokhlev-sketch

MCP server with 25 tools and a two phase research agent over Materials Project. Personal course project.

34
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